Title :
ECG compression using signal dependent frames and matching pursuit
Author :
Skretting, Karl ; Engan, Kjersti ; Husøy, John Håkon
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Stavanger, Norway
Abstract :
This paper describes a general design method for signal dependent frames, or over-complete dictionaries. The design method is developed for block-oriented frames, overlapping frames, and constrained frames, which can be regarded as extensions of, respectively, block-oriented transforms, filter banks, and general filter banks like wavelets. The frames are optimized for sparse representation of a signal class. Using the designed frames and a matching pursuit algorithm it is shown that superior, compared to other methods, sparse representations are achieved for an electrocardiogram signal. It is also demonstrated that compression based on these sparse representations gives excellent performance at low bit rates.
Keywords :
Huffman codes; channel bank filters; data compression; electrocardiography; entropy codes; iterative methods; signal representation; wavelet transforms; ECG compression; Huffman coding; block-oriented frames; block-oriented transforms; constrained frames; electrocardiogram signal; entropy coding; general filter banks; matching pursuit algorithm; over-complete dictionaries; overlapping frames; signal class sparse representation; signal dependent frames; wavelets; Algorithm design and analysis; Bit rate; Design methodology; Dictionaries; Electrocardiography; Filter bank; Matching pursuit algorithms; Pursuit algorithms; Signal design; Wavelet transforms;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
Print_ISBN :
0-7803-8874-7
DOI :
10.1109/ICASSP.2005.1416076